{"id":"W4282961335","doi":"10.3847/1538-4357/ac8e04","title":"The Pantheon+ Analysis: Cosmological Constraints","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":1221,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"Science and Technology Facilities Council","keywords":"Physics; Cosmic microwave background; Dark energy; Baryon acoustic oscillations; Redshift; Astrophysics; Baryon; Omega; Cepheid variable; Supernova; Cosmological constant; Hubble's law; Cosmic background radiation; Spectral density; Cosmology; Lambda; Universe; Galaxy; Mathematical physics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198267423743017,"score_gpt":0.2349023128282934,"score_spread":0.2229196385908633,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."},"direct_labels":[],"classifier":{"requested":true,"available":true,"version":"metacan-v1-d91a1de5be90","frame_rows_covered":4299418,"decision_targets":["metaresearch","metaepi_narrow","metaepi_broad","bibliometrics","sts","scholarly_communication","open_science","research_integrity","randomized_trial","nonrandomized_trial","observational","systematic_review","meta_analysis","case_report","qualitative","simulation_or_modeling","bench_or_experimental","theoretical_or_conceptual","not_applicable"],"score_encoding":"uint16_le_65535","score_resolution":0.000015259021896696422,"interpretation":"Scores imitate each teacher on the enriched screening sample; they are not calibrated prevalence probabilities for the full frame.","warning":null},"prediction":{"classifier_version":"metacan-v1-d91a1de5be90","candidate_union":["observational","theoretical_or_conceptual"],"consensus_intersection":["observational","theoretical_or_conceptual"],"score_encoding":"uint16_le_65535","score_resolution":0.000015259021896696422,"scores":{"codex":{"metaresearch":0.000579842832074464,"metaepi_narrow":0.000030518043793392844,"metaepi_broad":0.00006103608758678569,"bibliometrics":0.0008545052262149996,"sts":0.000030518043793392844,"scholarly_communication":0.00006103608758678569,"open_science":0.000045777065690089265,"research_integrity":0.000045777065690089265,"randomized_trial":0.00006103608758678569,"nonrandomized_trial":0.000030518043793392844,"observational":0.355367360952163,"systematic_review":0.000015259021896696422,"meta_analysis":0.0004119935912108034,"case_report":0.00007629510948348211,"qualitative":0.000030518043793392844,"simulation_or_modeling":0.000289921416037232,"bench_or_experimental":0.0006103608758678569,"theoretical_or_conceptual":0.17282368200198367,"not_applicable":0.0001373311970702678,"design_other":0.19714656290531776},"gemma":{"metaresearch":0.000289921416037232,"metaepi_narrow":0.000015259021896696422,"metaepi_broad":0.00010681315327687495,"bibliometrics":0.00030518043793392844,"sts":0.00022888532845044633,"scholarly_communication":0.00010681315327687495,"open_science":0.00007629510948348211,"research_integrity":0.000030518043793392844,"randomized_trial":0.000015259021896696422,"nonrandomized_trial":0.00010681315327687495,"observational":0.8706492713817044,"systematic_review":0,"meta_analysis":0.0005188067444876783,"case_report":0.00018310826276035706,"qualitative":0.00187685969329366,"simulation_or_modeling":0.00032043945983062486,"bench_or_experimental":0.000045777065690089265,"theoretical_or_conceptual":0.24661631189440758,"not_applicable":0.0007019150072480354}},"interpretation":"Scores imitate each teacher on the enriched screening sample; they are not calibrated prevalence probabilities for the full frame."}}